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How to integrate Ragie MCP with Atomic Agent

Connect Atomic Agent to Ragie MCP. Ingest new product documentation into ragie, run a semantic search for project roadmap, and more using natural language, with authentication handled for you.

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Ragie is a fully managed Retrieval-Augmented Generation (RAG) service for developers. It streamlines integration of RAG workflows so you can focus on building smarter applications.

31 Tools

Introduction

Atomic Agent is an open-source AI agent that runs on your machine and supports local models through llama.cpp. Connect it to 1,500+ apps through Composio, including Ragie.

This guide uses Atomic Agent's built-in Composio integration. You need Atomic Agent v0.5.6 or later, your own Composio API key, and a Ragie account. See the Atomic Agent documentation for installation instructions.

Also integrate Ragie with

OpenAI Agents SDKClaude Agent SDKClaude CodeClaude CoworkCodexOpenClawHermesGoogle ADKLangChainVercel AI SDKMastra AILlamaIndexCrewAIPydantic AIAutoGen

How Atomic Agent connects to Ragie

Atomic Agent connects to Composio's Tool Router over Streamable HTTP MCP. It discovers the tools needed for your request, and Composio handles account authentication.

Execution and account-connection tools follow Atomic Agent's configured approval policy. Review any approval prompt before allowing an action on your connected account.

Connect Ragie to Atomic Agent

  1. Sign up or sign in to the Composio dashboard. Copy your API key.
  2. In Atomic Agent, open the Integrations tab and select Composio. Select API key, press e, paste the key, and press Enter. The tools become available immediately, without a restart.
  3. Ask Atomic Agent to do something in Ragie. It searches Composio for the right tool.
  4. On first use, open the sign-in link returned in the chat. Connect your Ragie account, then return to Atomic Agent to continue.

Headless setup

Add the following line to ~/.atomic-agent/.env, replacing YOUR_COMPOSIO_API_KEY with your key. Start Atomic Agent after saving the file.

bash
COMPOSIO_API_KEY=YOUR_COMPOSIO_API_KEY

What is the Ragie MCP server, and what's possible with it?

The Ragie MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Ragie account. It provides structured and secure access so your agent can perform Ragie operations on your behalf.

Use Ragie from Atomic Agent

With your account connected, ask Atomic Agent to work with Ragie in natural language. You can connect more apps through the same Composio integration as you need them.

Visit the Atomic Agent website or inspect the Atomic Agent source code.

Troubleshooting

Why is my API key rejected?

Copy the key directly from the Composio dashboard. Atomic Agent requires ASCII characters because it sends the key in an HTTP header. Remove any extra characters introduced when copying.

Why are Composio tools unavailable after saving a key?

Check that you use Atomic Agent v0.5.6 or later and that Composio is enabled in your configuration. A "composio": { "enabled": false } setting disables the integration while keeping the saved key on disk.

Does Composio have a free plan?

The Hobby plan includes 100,000 tool calls per month. Composio-managed OAuth apps have a lower included allowance. See Composio pricing for the current limits that apply to your connection.

TOOLS

Supported Tools

Every Ragie action and event your agent gets out of the box.

Create Document

Tool to upload and process a document file in Ragie.

Create Document From URL

Tool to ingest a document from a publicly accessible URL.

Create Document Raw

Tool to ingest a document as raw text or JSON.

Create Instruction

Tool to create a new instruction that applies natural language directives to documents as they're ingested or updated.

Create OAuth Redirect URL

Tool to create an OAuth redirect URL for initializing embedded connector OAuth flows.

Create Partition

Tool to create a new partition for scoping documents and connections in Ragie.

Delete Document

Tool to delete a document from Ragie.

Delete Instruction

Tool to delete an instruction and all associated entities.

Delete Partition

Tool to delete a partition and all associated data irreversibly.

Get Document

Tool to retrieve a specific document by its unique identifier.

Get Document Chunk

Tool to retrieve a specific document chunk by its document and chunk ID.

Get Document Chunk Content

Tool to retrieve document chunk content in requested format with streaming support for media.

Get Document Chunks

Tool to retrieve document chunks with pagination support.

Get Document Content

Tool to retrieve the content of a document by its ID.

Get Document Summary

Tool to retrieve an LLM-generated summary of a document by its ID.

Get Partition

Tool to retrieve a partition by ID with usage statistics and resource limits.

Get Response

Tool to retrieve a response by its unique identifier.

List Connections

Tool to list all connections sorted by creation date descending with pagination support.

List Connection Source Types

Tool to list available connection source types like 'google_drive' and 'notion' along with their metadata.

List Documents

Tool to list all documents sorted by creation date (descending) with pagination support.

List Entities By Document

Tool to retrieve all extracted entities from a specific document with pagination support.

List Entities by Instruction

Tool to retrieve entities generated by a specific instruction.

List Instructions

Tool to retrieve all instruction records from the Ragie system.

List Partitions

Tool to retrieve a paginated list of all partitions sorted by name in ascending order.

Patch Document Metadata

Tool to update metadata for a specific document with partial update support.

Retrieve Document Chunks

Tool to retrieve relevant document chunks based on a query.

Set Partition Limits

Tool to set usage limits on partition pages and media.

Update Document From URL

Tool to update an existing document by fetching content from a publicly accessible URL.

Update Document Raw

Tool to update a document's content from raw text or JSON data.

Update Instruction

Tool to update an instruction's active status.

Update Partition

Tool to update a partition's configuration including description, context-aware settings, and metadata schema.

FRAMEWORKS

How to build Ragie MCP Agent with another framework

OpenAI Agents SDK logo

OpenAI Agents SDK

Use Ragie MCP with OpenAI Agents SDK

Claude Agent SDK logo

Claude Agent SDK

Use Ragie MCP with Claude Agent SDK

Claude Code logo

Claude Code

Use Ragie MCP with Claude Code

Claude Cowork logo

Claude Cowork

Use Ragie MCP with Claude Cowork

Codex logo

Codex

Use Ragie MCP with Codex

OpenClaw logo

OpenClaw

Use Ragie MCP with OpenClaw

Hermes logo

Hermes

Use Ragie MCP with Hermes

Google ADK logo

Google ADK

Use Ragie MCP with Google ADK

LangChain logo

LangChain

Use Ragie MCP with LangChain

Vercel AI SDK logo

Vercel AI SDK

Use Ragie MCP with Vercel AI SDK

Mastra AI logo

Mastra AI

Use Ragie MCP with Mastra AI

LlamaIndex logo

LlamaIndex

Use Ragie MCP with LlamaIndex

CrewAI logo

CrewAI

Use Ragie MCP with CrewAI

Pydantic AI logo

Pydantic AI

Use Ragie MCP with Pydantic AI

AutoGen logo

AutoGen

Use Ragie MCP with AutoGen

FAQ

Frequently asked questions

With a standalone Ragie MCP server, the agents and LLMs can only access a fixed set of Ragie tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from Ragie and many other apps based on the task at hand, all through a single MCP endpoint.

Yes, you can. Atomic Agent fully supports MCP integration. You get structured tool calling, message history handling, and model orchestration while Tool Router takes care of discovering and serving the right Ragie tools.

Yes, absolutely. You can configure which Ragie scopes and actions are allowed when connecting your account to Composio. You can also bring your own OAuth credentials or API configuration so you keep full control over what the agent can do.

All sensitive data such as tokens, keys, and configuration is fully encrypted at rest and in transit. Composio is SOC 2 Type 2 compliant and follows strict security practices so your Ragie data and credentials are handled as safely as possible.

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